wholelibrary

bottlelibrary

Object Detection

bottlelibrary Image Dataset

v1

2022-08-17 4:41pm

Generated on Aug 17, 2022

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 91%
105Images
Valid Set 8%
9Images
Test Set 2%
2Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 300x300
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 7.5px
Bounding Box: Noise: Up to 5% of pixels
plastic-glass-bottles
255 images
multiple-drink-containers
358 images
bottless-pringles
83 images
glassliquorbottles
168 images
plastic-bottles-up-down
72 images